Smoke not visible after rendering
Beginner's mistake here.

I've hidden the domain on render because it was first showing like a solid.
That was not the right thing to do. 

Comparing with QuickSmoke, I found that changing the density of domain's material from 1 to 0 made exactly what I wanted.